



"""simple docstring"""





from ...configuration_utils import PretrainedConfig
from ...utils import logging


lowerCamelCase  			=		logging.get_logger(__name__)

lowerCamelCase  			=		{
    """edbeeching/decision-transformer-gym-hopper-medium""": (
        """https://huggingface.co/edbeeching/decision-transformer-gym-hopper-medium/resolve/main/config.json"""
    ),
    # See all DecisionTransformer models at https://huggingface.co/models?filter=decision_transformer
}
class  lowercase__  (       SCREAMING_SNAKE_CASE ):







       '''simple docstring'''


       UpperCamelCase		=	'''decision_transformer'''
       UpperCamelCase		=	['''past_key_values''']
       UpperCamelCase		=	{
           '''max_position_embeddings''': '''n_positions''',
           '''num_attention_heads''': '''n_head''',
           '''num_hidden_layers''': '''n_layer''',
       }



       def __init__(				self     :    Any						,							_UpperCAmelCase     :    Optional[int]=17						,							_UpperCAmelCase     :    List[Any]=4						,							_UpperCAmelCase     :    Optional[Any]=128						,							_UpperCAmelCase     :    Optional[int]=4096						,							_UpperCAmelCase     :    Tuple=True						,							_UpperCAmelCase     :    Optional[Any]=1						,							_UpperCAmelCase     :    Optional[int]=1024						,							_UpperCAmelCase     :    List[Any]=3						,							_UpperCAmelCase     :    str=1						,							_UpperCAmelCase     :    Tuple=None						,							_UpperCAmelCase     :    Tuple="relu"						,							_UpperCAmelCase     :    str=0.1						,							_UpperCAmelCase     :    Any=0.1						,							_UpperCAmelCase     :    Dict=0.1						,							_UpperCAmelCase     :    int=1e-5						,							_UpperCAmelCase     :    List[Any]=0.02						,							_UpperCAmelCase     :    Any=True						,							_UpperCAmelCase     :    Optional[int]=True						,							_UpperCAmelCase     :    Tuple=50256						,							_UpperCAmelCase     :    Dict=50256						,							_UpperCAmelCase     :    Any=False						,							_UpperCAmelCase     :    Union[str, Any]=False						,							**_UpperCAmelCase     :    Dict						,							)					->		Optional[Any]:


             '''simple docstring'''




             UpperCAmelCase_     					=				state_dim
             UpperCAmelCase_     					=				act_dim
             UpperCAmelCase_     					=				hidden_size
             UpperCAmelCase_     					=				max_ep_len
             UpperCAmelCase_     					=				action_tanh
             UpperCAmelCase_     					=				vocab_size
             UpperCAmelCase_     					=				n_positions
             UpperCAmelCase_     					=				n_layer
             UpperCAmelCase_     					=				n_head
             UpperCAmelCase_     					=				n_inner
             UpperCAmelCase_     					=				activation_function
             UpperCAmelCase_     					=				resid_pdrop
             UpperCAmelCase_     					=				embd_pdrop
             UpperCAmelCase_     					=				attn_pdrop
             UpperCAmelCase_     					=				layer_norm_epsilon
             UpperCAmelCase_     					=				initializer_range
             UpperCAmelCase_     					=				scale_attn_weights
             UpperCAmelCase_     					=				use_cache
             UpperCAmelCase_     					=				scale_attn_by_inverse_layer_idx
             UpperCAmelCase_     					=				reorder_and_upcast_attn

             UpperCAmelCase_     					=				bos_token_id
             UpperCAmelCase_     					=				eos_token_id

             super().__init__(bos_token_id=_UpperCAmelCase						,							eos_token_id=_UpperCAmelCase						,							**_UpperCAmelCase       )









'''simple docstring'''

from timeit import timeit






def 				a  (     UpperCamelCase_    :    int			)       ->	int:
		if number < 0:
				raise ValueError('the value of input must not be negative'			)
		snake_case__	     =0
		while number:
				number &= number - 1
				result += 1
		return result






def 				a  (     UpperCamelCase_    :    int			)       ->	int:
		if number < 0:
				raise ValueError('the value of input must not be negative'			)
		snake_case__	     =0
		while number:
				if number % 2 == 1:
						result += 1
				number >>= 1
		return result






def 				a  (     )       ->	None:

		def do_benchmark(UpperCamelCase_    :    int			) -> None:
				snake_case__	     ='import __main__ as z'
				print(f"""Benchmark when {number = }:"""			)
				print(f"""{get_set_bits_count_using_modulo_operator(UpperCamelCase_			) = }"""			)
				snake_case__	     =timeit('z.get_set_bits_count_using_modulo_operator(25)'      ,					setup=UpperCamelCase_			)
				print(f"""timeit() runs in {timing} seconds"""			)
				print(f"""{get_set_bits_count_using_brian_kernighans_algorithm(UpperCamelCase_			) = }"""			)
				snake_case__	     =timeit(
				    'z.get_set_bits_count_using_brian_kernighans_algorithm(25)'      ,					setup=UpperCamelCase_      ,					)
				print(f"""timeit() runs in {timing} seconds"""			)

		for number in (25, 37, 58, 0):
				do_benchmark(UpperCamelCase_			)
				print()


if __name__ == "__main__":
			import doctest

			doctest.testmod()
			benchmark()




